{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea6fa672",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cenjiazhong/miniconda3/envs/gaussian_splatting/lib/python3.7/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import os\n",
    "\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
    "import torch\n",
    "import pytorch3d.ops\n",
    "from plyfile import PlyData, PlyElement\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "from argparse import ArgumentParser, Namespace\n",
    "import cv2\n",
    "\n",
    "from arguments import ModelParams, PipelineParams\n",
    "from scene import Scene, GaussianModel, FeatureGaussianModel\n",
    "from gaussian_renderer import render, render_contrastive_feature\n",
    "\n",
    "import utils.contrastive_decoder_utils\n",
    "from utils.sh_utils import SH2RGB\n",
    "\n",
    "def get_combined_args(parser : ArgumentParser, model_path, target_cfg_file = None):\n",
    "    cmdlne_string = ['--model_path', model_path]\n",
    "    cfgfile_string = \"Namespace()\"\n",
    "    args_cmdline = parser.parse_args(cmdlne_string)\n",
    "    \n",
    "    if target_cfg_file is None:\n",
    "        if args_cmdline.target == 'seg':\n",
    "            target_cfg_file = \"seg_cfg_args\"\n",
    "        elif args_cmdline.target == 'scene' or args_cmdline.target == 'xyz':\n",
    "            target_cfg_file = \"cfg_args\"\n",
    "        elif args_cmdline.target == 'feature' or args_cmdline.target == 'coarse_seg_everything' or args_cmdline.target == 'contrastive_feature' :\n",
    "            target_cfg_file = \"feature_cfg_args\"\n",
    "\n",
    "    try:\n",
    "        cfgfilepath = os.path.join(model_path, target_cfg_file)\n",
    "        print(\"Looking for config file in\", cfgfilepath)\n",
    "        with open(cfgfilepath) as cfg_file:\n",
    "            print(\"Config file found: {}\".format(cfgfilepath))\n",
    "            cfgfile_string = cfg_file.read()\n",
    "    except TypeError:\n",
    "        print(\"Config file found: {}\".format(cfgfilepath))\n",
    "        pass\n",
    "    args_cfgfile = eval(cfgfile_string)\n",
    "\n",
    "    merged_dict = vars(args_cfgfile).copy()\n",
    "    for k,v in vars(args_cmdline).items():\n",
    "        if v != None:\n",
    "            merged_dict[k] = v\n",
    "\n",
    "    return Namespace(**merged_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4384f5ab",
   "metadata": {},
   "source": [
    "# Hyper-parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c8c4629e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "FEATURE_DIM = 32 # fixed\n",
    "\n",
    "# MODEL_PATH = './output/lerf-fruit_aisle/'\n",
    "MODEL_PATH = './output/figurines' # 30000\n",
    "\n",
    "FEATURE_GAUSSIAN_ITERATION = 10000\n",
    "\n",
    "SCALE_GATE_PATH = os.path.join(MODEL_PATH, f'point_cloud/iteration_{str(FEATURE_GAUSSIAN_ITERATION)}/scale_gate.pt')\n",
    "\n",
    "FEATURE_PCD_PATH = os.path.join(MODEL_PATH, f'point_cloud/iteration_{str(FEATURE_GAUSSIAN_ITERATION)}/contrastive_feature_point_cloud.ply')\n",
    "SCENE_PCD_PATH = os.path.join(MODEL_PATH, f'point_cloud/iteration_{str(FEATURE_GAUSSIAN_ITERATION)}/scene_point_cloud.ply')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb5b4b63",
   "metadata": {},
   "source": [
    "# Data and Model Preparation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "316ebd27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for config file in ./output/figurines/cfg_args\n",
      "Config file found: ./output/figurines/cfg_args\n",
      "Loading trained model at iteration 30000, 10000\n",
      "Allow Camera Principle Point Shift: False\n",
      "Reading camera 299/299\n",
      "Loading Training Cameras\n",
      "Loading Test Cameras\n"
     ]
    }
   ],
   "source": [
    "scale_gate = torch.nn.Sequential(\n",
    "    torch.nn.Linear(1, 32, bias=True),\n",
    "    torch.nn.Sigmoid()\n",
    ")\n",
    "\n",
    "scale_gate.load_state_dict(torch.load(SCALE_GATE_PATH))\n",
    "scale_gate = scale_gate.cuda()\n",
    "\n",
    "parser = ArgumentParser(description=\"Testing script parameters\")\n",
    "model = ModelParams(parser, sentinel=True)\n",
    "pipeline = PipelineParams(parser)\n",
    "parser.add_argument('--target', default='scene', type=str)\n",
    "\n",
    "args = get_combined_args(parser, MODEL_PATH)\n",
    "\n",
    "dataset = model.extract(args)\n",
    "\n",
    "# If use language-driven segmentation, load clip feature and original masks\n",
    "dataset.need_features = False\n",
    "\n",
    "# To obtain mask scales\n",
    "dataset.need_masks = True\n",
    "\n",
    "scene_gaussians = GaussianModel(dataset.sh_degree)\n",
    "\n",
    "feature_gaussians = FeatureGaussianModel(FEATURE_DIM)\n",
    "scene = Scene(dataset, scene_gaussians, feature_gaussians, load_iteration=-1, feature_load_iteration=FEATURE_GAUSSIAN_ITERATION, shuffle=False, mode='eval', target='contrastive_feature')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "200a47a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "80.801384 ?\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import QuantileTransformer\n",
    "# Borrowed from GARField, but modified\n",
    "def get_quantile_func(scales: torch.Tensor, distribution=\"normal\"):\n",
    "    \"\"\"\n",
    "    Use 3D scale statistics to normalize scales -- use quantile transformer.\n",
    "    \"\"\"\n",
    "    scales = scales.flatten()\n",
    "\n",
    "    scales = scales.detach().cpu().numpy()\n",
    "    print(scales.max(), '?')\n",
    "\n",
    "    # Calculate quantile transformer\n",
    "    quantile_transformer = QuantileTransformer(output_distribution=distribution)\n",
    "    quantile_transformer = quantile_transformer.fit(scales.reshape(-1, 1))\n",
    "\n",
    "    \n",
    "    def quantile_transformer_func(scales):\n",
    "        scales_shape = scales.shape\n",
    "\n",
    "        scales = scales.reshape(-1,1)\n",
    "        \n",
    "        return torch.Tensor(\n",
    "            quantile_transformer.transform(scales.detach().cpu().numpy())\n",
    "        ).to(scales.device).reshape(scales_shape)\n",
    "\n",
    "    return quantile_transformer_func, quantile_transformer\n",
    "    \n",
    "all_scales = []\n",
    "for cam in scene.getTrainCameras():\n",
    "    all_scales.append(cam.mask_scales)\n",
    "all_scales = torch.cat(all_scales)\n",
    "\n",
    "upper_bound_scale = all_scales.max().item()\n",
    "# upper_bound_scale = np.percentile(all_scales.detach().cpu().numpy(), 75)\n",
    "\n",
    "# all_scales = []\n",
    "# for cam in scene.getTrainCameras():\n",
    "#     cam.mask_scales = torch.clamp(cam.mask_scales, 0, upper_bound_scale).detach()\n",
    "#     all_scales.append(cam.mask_scales)\n",
    "# all_scales = torch.cat(all_scales)\n",
    "\n",
    "# quantile transformer\n",
    "q_trans, q_trans_ = get_quantile_func(all_scales, 'uniform')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "111bb186",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(80.8014, grad_fn=<MaxBackward1>)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_scales.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For saving the normal q_trans, if the q_trans is uniform, we don't have to save it\n",
    "\n",
    "# from joblib import dump, load\n",
    "# dump(q_trans_, 'quantile_trans_test.jl')\n",
    "# a = load('quantile_trans_test.jl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "deb3cc8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.7018264532089233"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "upper_bound_scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "30809275",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.9995])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q_trans(torch.Tensor([70]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7d85228",
   "metadata": {},
   "source": [
    "# Begin Segmenting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f07ca2d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 299 views in the dataset.\n",
      "2.7018264532089233\n"
     ]
    }
   ],
   "source": [
    "from copy import deepcopy\n",
    "cameras = scene.getTrainCameras()\n",
    "print(\"There are\",len(cameras),\"views in the dataset.\")\n",
    "print(upper_bound_scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "02b9d07b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f826a4a2b90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_img_camera_id = 17\n",
    "mask_img_camera_id = 0\n",
    "\n",
    "view = deepcopy(cameras[ref_img_camera_id])\n",
    "\n",
    "view.feature_height, view.feature_width = view.image_height, view.image_width\n",
    "img = view.original_image * 255\n",
    "img = img.permute([1,2,0]).detach().cpu().numpy().astype(np.uint8)\n",
    "\n",
    "bg_color = [0 for i in range(FEATURE_DIM)]\n",
    "background = torch.tensor(bg_color, dtype=torch.float32, device=\"cuda\")\n",
    "rendered_feature = render_contrastive_feature(view, feature_gaussians, pipeline.extract(args), background, norm_point_features=True, smooth_type = None)['render']\n",
    "feature_h, feature_w = rendered_feature.shape[-2:]\n",
    "\n",
    "\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdc56249",
   "metadata": {},
   "source": [
    "# Point Prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6cddb348",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.6210], device='cuda:0')\n",
      "tensor([0.0027, 0.5498, 0.0150, 0.0135, 0.0545, 0.5837, 0.5891, 0.8469, 0.5203,\n",
      "        0.2462, 0.0837, 0.0175, 0.0106, 0.0248, 0.1651, 0.6336, 0.3866, 0.5200,\n",
      "        0.1674, 0.5217, 0.6043, 0.6116, 0.4058, 0.5693, 0.2713, 0.0031, 0.3659,\n",
      "        0.0441, 0.0858, 0.2857, 0.0357, 0.6327], device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    # If the q_trans is normal\n",
    "    # scale = 2.\n",
    "    # scale = torch.full((1,), scale).cuda()\n",
    "    # scale = q_trans(scale)\n",
    "\n",
    "    # If the q_trans is uniform, the scale can be any value between 0 and 1\n",
    "    # scale = torch.tensor([0]).cuda()\n",
    "    # scale = torch.tensor([0.5]).cuda()\n",
    "    scale = torch.tensor([1.]).cuda()\n",
    "\n",
    "    gates = scale_gate(scale)\n",
    "\n",
    "    feature_with_scale = rendered_feature\n",
    "    feature_with_scale = feature_with_scale * gates.unsqueeze(-1).unsqueeze(-1)\n",
    "    scale_conditioned_feature = feature_with_scale.permute([1,2,0])\n",
    "\n",
    "    plt.imshow(scale_conditioned_feature[:,:,:3].detach().cpu().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "312b919b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f826254a790>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "query_index = (400, 250)\n",
    "\n",
    "query_index = (\n",
    "    int(query_index[0] / view.image_height * view.feature_height),\n",
    "    int(query_index[1] / view.image_width * view.feature_width),\n",
    "               )\n",
    "\n",
    "normed_features = torch.nn.functional.normalize(scale_conditioned_feature, dim = -1, p = 2)\n",
    "query_feature = normed_features[query_index[0], query_index[1]]\n",
    "\n",
    "similarity = torch.einsum('C,HWC->HW', query_feature, normed_features)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(similarity.detach().cpu().numpy())\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(similarity.detach().cpu().numpy() > 0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ee611885",
   "metadata": {},
   "outputs": [],
   "source": [
    "# SHOW PCA in 2D\n",
    "\n",
    "# # CHW -> PCA dimension reduction DHW (D=3)\n",
    "\n",
    "# from sklearn.decomposition import PCA\n",
    "\n",
    "# pca = PCA(n_components=3)\n",
    "\n",
    "\n",
    "# # t = pca.fit_transform(torch.nn.functional.normalize(rendered_feature, dim = 0).reshape(rendered_feature.shape[0], -1).permute([1,0]).cpu().detach().numpy())\n",
    "# t = pca.fit_transform(normed_features.reshape(-1, normed_features.shape[-1]).cpu().detach().numpy())\n",
    "\n",
    "# t = (t - t.min(axis=0)) / (t.max(axis=0)-t.min(axis=0))\n",
    "# t = t.reshape(normed_features.shape[0], normed_features.shape[1], 3)\n",
    "# plt.imshow(t)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4272df9",
   "metadata": {},
   "source": [
    "# Cluster in 2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "50a9cbec",
   "metadata": {},
   "outputs": [],
   "source": [
    "downsampled_features = torch.nn.functional.interpolate(scale_conditioned_feature.permute([2,0,1]).unsqueeze(0), (128, 128), mode = 'bilinear').squeeze()\n",
    "cluster_normed_features = torch.nn.functional.normalize(downsampled_features, dim = 0, p = 2).permute([1,2,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3080f26f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22\n",
      " 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37]\n"
     ]
    }
   ],
   "source": [
    "import hdbscan\n",
    "\n",
    "clusterer = hdbscan.HDBSCAN(min_cluster_size=10, cluster_selection_epsilon=0.01)\n",
    "cluster_labels = clusterer.fit_predict(cluster_normed_features.reshape([-1, cluster_normed_features.shape[-1]]).detach().cpu().numpy())\n",
    "labels = cluster_labels.reshape([cluster_normed_features.shape[0], cluster_normed_features.shape[1]])\n",
    "print(np.unique(labels))\n",
    "\n",
    "cluster_centers = torch.zeros(len(np.unique(labels))-1, cluster_normed_features.shape[-1])\n",
    "for i in range(1, len(np.unique(labels))):\n",
    "    cluster_centers[i-1] = torch.nn.functional.normalize(cluster_normed_features[labels == i-1].mean(dim = 0), dim = -1)\n",
    "\n",
    "label_to_color = np.random.rand(200, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "dd3c7e4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "label_to_color = np.random.rand(200, 3)\n",
    "segmentation_res = torch.einsum('nc,hwc->hwn', cluster_centers.cuda(), normed_features)\n",
    "\n",
    "segmentation_res_idx = segmentation_res.argmax(dim = -1)\n",
    "colored_labels = label_to_color[segmentation_res_idx.cpu().numpy().astype(np.int8)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "3f5268fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f824b63a610>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(colored_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00096329",
   "metadata": {},
   "source": [
    "# Segmentation in 3D"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9caaec85",
   "metadata": {},
   "source": [
    "After obtaining query features, we can use it to segment objects in 3D."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c350d58b",
   "metadata": {},
   "outputs": [],
   "source": [
    "point_features = feature_gaussians.get_point_features\n",
    "\n",
    "scale_conditioned_point_features = point_features * gates.unsqueeze(0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "3b68145e",
   "metadata": {},
   "outputs": [],
   "source": [
    "normed_scale_conditioned_point_features = torch.nn.functional.normalize(scale_conditioned_point_features, dim = -1, p = 2)\n",
    "\n",
    "similarities = torch.einsum('C,NC->N', query_feature.cuda(), normed_scale_conditioned_point_features)\n",
    "\n",
    "similarities[similarities < 0.5] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "11f6646d",
   "metadata": {},
   "outputs": [],
   "source": [
    "bg_color = [0 for i in range(FEATURE_DIM)]\n",
    "background = torch.tensor(bg_color, dtype=torch.float32, device=\"cuda\")\n",
    "rendered_similarities = render(cameras[5], scene_gaussians, pipeline.extract(args), background, override_color=similarities.unsqueeze(-1).repeat([1,3]))['render']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ce2f6344",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f826a350790>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(rendered_similarities.permute([1,2,0])[:,:,0].detach().cpu() > 0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9dfc3069",
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    scene_gaussians.roll_back()\n",
    "except:\n",
    "    pass\n",
    "scene_gaussians.segment(similarities > 0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12afe761",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the segmentation\n",
    "name = 'precomputed_mask'\n",
    "import os\n",
    "os.makedirs('./segmentation_res', exist_ok=True)\n",
    "torch.save(similarities > 0.75, f'./segmentation_res/{name}.pt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "37eea5fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bg_color = [1 for i in range(FEATURE_DIM)]\n",
    "background = torch.tensor(bg_color, dtype=torch.float32, device=\"cuda\")\n",
    "rendered_segmented_image = render(cameras[0], scene_gaussians, pipeline.extract(args), background)['render']\n",
    "plt.imshow(rendered_segmented_image.permute([1,2,0]).detach().cpu())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b098510b",
   "metadata": {},
   "outputs": [],
   "source": [
    "scene_gaussians.roll_back()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f68a361b",
   "metadata": {},
   "source": [
    "# Cluster in 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3e55301a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "51565\n"
     ]
    }
   ],
   "source": [
    "point_features = feature_gaussians.get_point_features\n",
    "\n",
    "scale_conditioned_point_features = torch.nn.functional.normalize(point_features, dim = -1, p = 2) * gates.unsqueeze(0)\n",
    "\n",
    "normed_point_features = torch.nn.functional.normalize(scale_conditioned_point_features, dim = -1, p = 2)\n",
    "\n",
    "sampled_point_features = scale_conditioned_point_features[torch.rand(scale_conditioned_point_features.shape[0]) > 0.98]\n",
    "\n",
    "normed_sampled_point_features = sampled_point_features / torch.norm(sampled_point_features, dim = -1, keepdim = True)\n",
    "\n",
    "print(len(sampled_point_features))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "47efb599",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ -1   0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16\n",
      "  17  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34\n",
      "  35  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52\n",
      "  53  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70\n",
      "  71  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88\n",
      "  89  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106\n",
      " 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124\n",
      " 125 126 127 128 129]\n"
     ]
    }
   ],
   "source": [
    "import hdbscan\n",
    "\n",
    "clusterer = hdbscan.HDBSCAN(min_cluster_size=10, cluster_selection_epsilon=0.01)\n",
    "\n",
    "cluster_labels = clusterer.fit_predict(normed_sampled_point_features.detach().cpu().numpy())\n",
    "print(np.unique(cluster_labels))\n",
    "\n",
    "cluster_centers = torch.zeros(len(np.unique(cluster_labels))-1, normed_sampled_point_features.shape[-1])\n",
    "for i in range(1, len(np.unique(cluster_labels))):\n",
    "    cluster_centers[i-1] = torch.nn.functional.normalize(normed_sampled_point_features[cluster_labels == i-1].mean(dim = 0), dim = -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "75276b1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_score = torch.einsum('nc,bc->bn', cluster_centers.cpu(), normed_point_features.cpu())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "65a79feb",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_to_color = np.random.rand(1000, 3)\n",
    "point_colors = label_to_color[seg_score.argmax(dim = -1).cpu().numpy()]\n",
    "point_colors[seg_score.max(dim = -1)[0].detach().cpu().numpy() < 0.5] = (0,0,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f21cf12f",
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    scene_gaussians.roll_back()\n",
    "except:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d3fee177",
   "metadata": {},
   "outputs": [],
   "source": [
    "bg_color = [0 for i in range(FEATURE_DIM)]\n",
    "background = torch.tensor(bg_color, dtype=torch.float32, device=\"cuda\")\n",
    "\n",
    "\n",
    "rendered_seg_map = render(cameras[0], scene_gaussians, pipeline.extract(args), background, override_color=torch.from_numpy(point_colors).cuda().float())['render']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6f3a00e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f7189bfd7d0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(rendered_seg_map.permute([1,2,0]).detach().cpu().numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a2502b3",
   "metadata": {},
   "source": [
    "# Language-driven Segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8978b82a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22011\n"
     ]
    }
   ],
   "source": [
    "# sample some anchor points in 3D\n",
    "anchor_point_features = feature_gaussians.get_point_features[torch.rand(feature_gaussians.get_point_features.shape[0]) > 0.99]\n",
    "print(len(anchor_point_features))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f17e2868",
   "metadata": {},
   "outputs": [],
   "source": [
    "from copy import deepcopy\n",
    "\n",
    "seg_features = []\n",
    "clip_features = []\n",
    "scales = []\n",
    "mask_identifiers = []\n",
    "camera_id_mask_id = []\n",
    "\n",
    "# vote_weights = []\n",
    "\n",
    "bg_color = [0 for i in range(FEATURE_DIM)]\n",
    "background = torch.tensor(bg_color, dtype=torch.float32, device=\"cuda\")\n",
    "\n",
    "i=0\n",
    "for view in scene.getTrainCameras():\n",
    "    torch.cuda.empty_cache()\n",
    "    clip_features.append(view.original_features)\n",
    "    tmp_view = deepcopy(view)\n",
    "    tmp_view.feature_height, tmp_view.feature_width = view.original_image.shape[-2:]\n",
    "\n",
    "    rendered_feature = render_contrastive_feature(tmp_view, feature_gaussians, pipeline.extract(args), background, norm_point_features=True)['render']\n",
    "    feature_h, feature_w = rendered_feature.shape[-2:]\n",
    "\n",
    "    with torch.no_grad():\n",
    "        # NOTE: 3D-OVS need 8x downsample since its images are in 4K resolution\n",
    "        # rendered_feature = torch.nn.functional.interpolate(rendered_feature.unsqueeze(0), (feature_h // 8, feature_w // 8), mode = 'bilinear').squeeze()\n",
    "        # sam_masks = view.original_masks.cuda().unsqueeze(1)\n",
    "        # sam_masks = torch.nn.functional.interpolate(sam_masks, (feature_h // 8, feature_w // 8), mode = 'bilinear')\n",
    "\n",
    "        rendered_feature = torch.nn.functional.interpolate(rendered_feature.unsqueeze(0), (feature_h // 4, feature_w // 4), mode = 'bilinear').squeeze()\n",
    "        sam_masks = view.original_masks.cuda().unsqueeze(1)\n",
    "        sam_masks = torch.nn.functional.interpolate(sam_masks.float(), (feature_h // 4, feature_w // 4), mode = 'bilinear')\n",
    "\n",
    "\n",
    "        sam_masks = torch.conv2d(\n",
    "            sam_masks.float().cpu(),\n",
    "            torch.full((3, 3), 1.0).view(1, 1, 3, 3).cpu(),\n",
    "            padding=1,\n",
    "        )\n",
    "        sam_masks = sam_masks >= 2\n",
    "        sam_masks = sam_masks.cuda()\n",
    "\n",
    "\n",
    "        # vote_weights is the number of pixels in the mask\n",
    "        # vote_weights.append(sam_masks.sum(dim = -1).sum(dim = -1))\n",
    "\n",
    "        # sam_masks = torch.nn.functional.interpolate(sam_masks.unsqueeze(1), (view.feature_height, view.feature_width), mode = 'bilinear')\n",
    "        # sam_masks[sam_masks > 0.75] = 1\n",
    "        # sam_masks[sam_masks != 1] = 0\n",
    "\n",
    "        mask_scales = view.mask_scales.cuda().unsqueeze(-1)\n",
    "        mask_scales = q_trans(mask_scales)\n",
    "\n",
    "        scale_gates = scale_gate(mask_scales)\n",
    "        \n",
    "        # int_sampled_scales = ((1 - mask_scales.squeeze()) * 10).long()\n",
    "        # scale_gates = fixed_scale_gate[int_sampled_scales].detach()\n",
    "\n",
    "        # N_scale N_anchor C\n",
    "        # scale_conditioned_anchor_point_features = torch.einsum('nc,mc->nmc',scale_gates, anchor_point_features)\n",
    "        scale_conditioned_anchor_point_features = scale_gates.unsqueeze(1) * anchor_point_features.unsqueeze(0)\n",
    "        scale_conditioned_anchor_point_features = torch.nn.functional.normalize(scale_conditioned_anchor_point_features, dim = -1, p = 2)\n",
    "\n",
    "        # N_scale C H W\n",
    "        scale_conditioned_feature = rendered_feature.unsqueeze(0) * scale_gates.unsqueeze(-1).unsqueeze(-1)\n",
    "        scale_conditioned_feature = torch.nn.functional.normalize(scale_conditioned_feature, dim = 1, p = 2)\n",
    "\n",
    "        # N_scale C\n",
    "        mask_features = (sam_masks * scale_conditioned_feature).sum(dim = -1).sum(dim = -1) / (sam_masks.sum(dim = -1).sum(dim = -1) + 1e-9)\n",
    "        mask_features = torch.nn.functional.normalize(mask_features, dim = -1, p = 2)\n",
    "\n",
    "        mask_identifier = torch.einsum('nmc,nc->nm', scale_conditioned_anchor_point_features, mask_features) > 0.5\n",
    "        \n",
    "        mask_identifiers.append(mask_identifier.cpu())\n",
    "        seg_features.append(mask_features)\n",
    "        scales.append(view.mask_scales.cuda().unsqueeze(-1))\n",
    "\n",
    "        for j in range(len(mask_features)):\n",
    "            camera_id_mask_id.append((i, j))\n",
    "        i+=1\n",
    "torch.cuda.empty_cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "804c2399",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([32707, 32]),\n",
       " torch.Size([32707, 512]),\n",
       " torch.Size([32707, 1]),\n",
       " torch.Size([32707, 21750]),\n",
       " 32707)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flattened_mask_features = torch.cat(seg_features, dim = 0)\n",
    "flattened_clip_features = torch.cat(clip_features, dim = 0)\n",
    "flattened_clip_features = torch.nn.functional.normalize(flattened_clip_features.float(), dim = -1, p = 2)\n",
    "flattened_scales = torch.cat(scales, dim = 0)\n",
    "flattened_mask_identifiers = torch.cat(mask_identifiers, dim = 0).to(torch.float16).cuda()\n",
    "flattened_mask_features.shape, flattened_clip_features.shape, flattened_scales.shape, flattened_mask_identifiers.shape, len(camera_id_mask_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4ce2be51",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "with torch.no_grad():\n",
    "    distance_map = 1 - (torch.einsum('mc,nc->mn', flattened_mask_identifiers, flattened_mask_identifiers) / (flattened_mask_identifiers.sum(dim = -1).unsqueeze(-1) + flattened_mask_identifiers.sum(dim = -1).unsqueeze(0) - torch.einsum('mc,nc->mn', flattened_mask_identifiers, flattened_mask_identifiers) + 1e-6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "13fb860c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Construct vote graph\n",
    "\n",
    "from hdbscan import HDBSCAN\n",
    "\n",
    "clusterer = HDBSCAN(min_cluster_size=30, cluster_selection_epsilon=0.25, metric='precomputed')\n",
    "cluster_labels = clusterer.fit_predict(distance_map.detach().cpu().numpy().astype(np.float64))\n",
    "cluster_labels = torch.from_numpy(cluster_labels).to(device = flattened_clip_features.device, dtype = torch.long)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8ee6d771",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embedding dimension 512\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import importlib\n",
    "import clip_utils\n",
    "importlib.reload(clip_utils)\n",
    "from clip_utils import get_scores_with_template\n",
    "from clip_utils.clip_utils import load_clip\n",
    "clip_model = load_clip()\n",
    "clip_model.eval()\n",
    "1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "7242b420",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert input text prompts to scores for multi-view masks\n",
    "\n",
    "scores = get_scores_with_template(clip_model, flattened_clip_features.cuda(), \"old camera\")\n",
    "scores = scores.squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "d23057c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_scores = torch.zeros(len(torch.unique(cluster_labels)), device=cluster_labels.device)\n",
    "for cluster_idx in torch.unique(cluster_labels):\n",
    "    cluster_scores[cluster_idx+1] = scores[cluster_labels == cluster_idx].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "fa63e79e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([ -1,   0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n",
       "          13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,\n",
       "          27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,\n",
       "          41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,\n",
       "          55,  56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,\n",
       "          69,  70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,\n",
       "          83,  84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,\n",
       "          97,  98,  99, 100, 101, 102]),\n",
       " tensor(57),\n",
       " tensor(0.5504))"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def cluster_id_to_scales(cluster_labels, flattened_scales, cluster_idx, scores):\n",
    "    max_score_mask_scale_id = scores[cluster_labels == cluster_idx].argmax()\n",
    "    return flattened_scales[cluster_labels == cluster_idx][max_score_mask_scale_id].item(), max_score_mask_scale_id\n",
    "\n",
    "cluster_labels.unique(), cluster_labels.unique()[cluster_scores.argmax()], cluster_scores.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "68e16cfa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "good_clusters = torch.where(cluster_scores > 0.45)[0]\n",
    "good_cluster_scores = cluster_scores[good_clusters]\n",
    "if len(good_clusters) != 0:\n",
    "    print(len(good_clusters))\n",
    "    good_clusters = [cluster_labels.unique()[i] for i in good_clusters]\n",
    "else:\n",
    "    good_clusters = [cluster_labels.unique()[cluster_scores.argmax()]]\n",
    "\n",
    "clip_query_features = []\n",
    "corresponding_scales = []\n",
    "\n",
    "for g in good_clusters:\n",
    "\n",
    "    s, ind = cluster_id_to_scales(cluster_labels, flattened_scales, g, scores)\n",
    "    clip_query_features.append(torch.nn.functional.normalize(flattened_mask_features[cluster_labels == g][ind], dim = -1, p = 2))\n",
    "\n",
    "    corresponding_scales.append(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6588272c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Callable\n",
    "def get_similarity_map(point_features:torch.Tensor, scale:float, scale_gate:Callable, clip_query_feature:torch.Tensor, q_trans:Callable[[torch.Tensor], torch.Tensor]):\n",
    "    # scale = 0.5\n",
    "    scale = torch.full((1,), scale).cuda()\n",
    "    scale = q_trans(scale)\n",
    "\n",
    "    gates = scale_gate(scale).detach().squeeze()\n",
    "\n",
    "    print(point_features.shape, gates.shape)\n",
    "\n",
    "    scale_conditioned_point_features = point_features * gates.unsqueeze(0)\n",
    "\n",
    "    normed_scale_conditioned_point_features = torch.nn.functional.normalize(scale_conditioned_point_features, dim = -1, p = 2)\n",
    "\n",
    "    similarities = torch.einsum('C,NC->N', clip_query_feature, normed_scale_conditioned_point_features)\n",
    "\n",
    "    return similarities\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "4e3c92c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2187990, 32]) torch.Size([32])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([0.5504])"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = 0\n",
    "similarities = get_similarity_map(feature_gaussians.get_point_features, corresponding_scales[index], scale_gate, clip_query_features[index], q_trans)\n",
    "good_cluster_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "b0f5924b",
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    scene_gaussians.roll_back()\n",
    "except:\n",
    "    pass\n",
    "scene_gaussians.segment(similarities > 0.85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "18fb012f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb5b5a41750>"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bg_color = [1 for i in range(FEATURE_DIM)]\n",
    "background = torch.tensor(bg_color, dtype=torch.float32, device=\"cuda\")\n",
    "rendered_segmented_image = render(cameras[0], scene_gaussians, pipeline.extract(args), background)['render']\n",
    "plt.imshow(rendered_segmented_image.permute([1,2,0]).detach().cpu())\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
